{"id":"W4400448654","doi":"10.1371/journal.pone.0304815","title":"Moms in motion: Predicting healthcare utilization patterns among mothers in Newfoundland and Labrador","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Memorial University of Newfoundland","funders":"","keywords":"Educational attainment; Logistic regression; Mental health; Population; Medicine; Demography; Environmental health; Psychology; Gerontology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006921316,0.0002993856,0.0002969693,0.001057766,0.001152007,0.001039772,0.001253434,0.0003613741,0.001999777],"category_scores_gemma":[0.001832899,0.0003894841,0.0006195377,0.001572116,0.0004227707,0.0003714591,0.0009922642,0.000546139,0.0003500342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01031409,"about_ca_system_score_gemma":0.005859783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9508451,"about_ca_topic_score_gemma":0.9757137,"domain_scores_codex":[0.9995278,0.00006024874,0.00004913786,0.00007852561,0.00007705821,0.0002072828],"domain_scores_gemma":[0.9989072,0.0001400669,0.0004388508,0.00006395383,0.0002198341,0.0002301059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001277883,0.00001353132,0.9976329,0.000007770011,0.00001348441,0.00004435276,0.0003375367,0.0000306522,0.00004961479,0.00001329891,0.0004156662,0.001428479],"study_design_scores_gemma":[0.000001172623,0.000009731125,0.9969645,0.00002418653,0.0000115613,0.00003377217,0.002339868,0.0002003508,0.00003277043,0.000003723563,0.0003749969,0.000003348186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968765,0.0002879865,0.00005490414,0.0002541057,0.000006876996,0.00001993988,0.001582212,0.000008631174,0.0009088693],"genre_scores_gemma":[0.9966927,0.0004266307,0.0003420046,0.0001054799,0.000005269617,0.00003612598,0.001385761,0.00000537228,0.001000663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04915494,"threshold_uncertainty_score":0.09888881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04912706544795533,"score_gpt":0.2815043411098002,"score_spread":0.2323772756618448,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}